Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	1460
Missing cells	3438
Missing cells (%)	9.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	203.2 KiB
Average record size in memory	142.5 B

Variable types

Numeric	16
Categorical	8

Alerts

`YearBuilt` has a high cardinality: 112 distinct values	High cardinality
`YearRemodAdd` has a high cardinality: 61 distinct values	High cardinality
`1stFlrSF` is highly overall correlated with `TotalBsmtSF` and 1 other fields	High correlation
`2ndFlrSF` is highly overall correlated with `BedroomAbvGr` and 1 other fields	High correlation
`BedroomAbvGr` is highly overall correlated with `2ndFlrSF` and 1 other fields	High correlation
`BsmtFinSF1` is highly overall correlated with `BsmtUnfSF`	High correlation
`BsmtUnfSF` is highly overall correlated with `BsmtFinSF1`	High correlation
`GarageArea` is highly overall correlated with `GarageYrBlt` and 2 other fields	High correlation
`GarageYrBlt` is highly overall correlated with `GarageArea` and 2 other fields	High correlation
`GrLivArea` is highly overall correlated with `2ndFlrSF` and 2 other fields	High correlation
`LotArea` is highly overall correlated with `LotFrontage`	High correlation
`LotFrontage` is highly overall correlated with `LotArea`	High correlation
`TotalBsmtSF` is highly overall correlated with `1stFlrSF` and 1 other fields	High correlation
`SalePrice` is highly overall correlated with `1stFlrSF` and 4 other fields	High correlation
`BsmtExposure` is highly overall correlated with `BsmtFinType1`	High correlation
`BsmtFinType1` is highly overall correlated with `BsmtExposure`	High correlation
`GarageFinish` is highly overall correlated with `GarageArea`	High correlation
`KitchenQual` is highly overall correlated with `OverallQual`	High correlation
`OverallQual` is highly overall correlated with `KitchenQual`	High correlation
`YearRemodAdd` is highly overall correlated with `GarageYrBlt`	High correlation
`2ndFlrSF` has 86 (5.9%) missing values	Missing
`BedroomAbvGr` has 99 (6.8%) missing values	Missing
`BsmtFinType1` has 114 (7.8%) missing values	Missing
`EnclosedPorch` has 1324 (90.7%) missing values	Missing
`GarageFinish` has 162 (11.1%) missing values	Missing
`GarageYrBlt` has 81 (5.5%) missing values	Missing
`LotFrontage` has 259 (17.7%) missing values	Missing
`WoodDeckSF` has 1305 (89.4%) missing values	Missing
`2ndFlrSF` has 781 (53.5%) zeros	Zeros
`BsmtFinSF1` has 467 (32.0%) zeros	Zeros
`BsmtUnfSF` has 118 (8.1%) zeros	Zeros
`EnclosedPorch` has 116 (7.9%) zeros	Zeros
`GarageArea` has 81 (5.5%) zeros	Zeros
`MasVnrArea` has 861 (59.0%) zeros	Zeros
`OpenPorchSF` has 656 (44.9%) zeros	Zeros
`TotalBsmtSF` has 37 (2.5%) zeros	Zeros
`WoodDeckSF` has 78 (5.3%) zeros	Zeros

Reproduction

Analysis started	2024-07-29 07:12:24.176953
Analysis finished	2024-07-29 07:13:02.068946
Duration	37.89 seconds
Software version	ydata-profiling vv4.4.0
Download configuration	config.json

1stFlrSF
Real number (ℝ)

HIGH CORRELATION

Distinct	753
Distinct (%)	51.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1162.6267

Minimum	334
Maximum	4692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	334
5-th percentile	672.95
Q1	882
median	1087
Q3	1391.25
95-th percentile	1831.25
Maximum	4692
Range	4358
Interquartile range (IQR)	509.25

Descriptive statistics

Standard deviation	386.58774
Coefficient of variation (CV)	0.33251235
Kurtosis	5.7458415
Mean	1162.6267
Median Absolute Deviation (MAD)	234.5
Skewness	1.3767566
Sum	1697435
Variance	149450.08
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	25	1.7%
1040	16	1.1%
912	14	1.0%
894	12	0.8%
848	12	0.8%
672	11	0.8%
630	9	0.6%
816	9	0.6%
483	7	0.5%
960	7	0.5%
Other values (743)	1338	91.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
334	1	0.1%
372	1	0.1%
438	1	0.1%
480	1	0.1%
483	7	0.5%
495	1	0.1%
520	5	0.3%
525	1	0.1%
526	1	0.1%
536	1	0.1%

Value	Count	Frequency (%)
4692	1	0.1%
3228	1	0.1%
3138	1	0.1%
2898	1	0.1%
2633	1	0.1%
2524	1	0.1%
2515	1	0.1%
2444	1	0.1%
2411	1	0.1%
2402	1	0.1%

2ndFlrSF
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	401
Distinct (%)	29.2%
Missing	86
Missing (%)	5.9%
Infinite	0
Infinite (%)	0.0%
Mean	348.52402

Minimum	0
Maximum	2065
Zeros	781
Zeros (%)	53.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	728
95-th percentile	1142
Maximum	2065
Range	2065
Interquartile range (IQR)	728

Descriptive statistics

Standard deviation	438.86559
Coefficient of variation (CV)	1.2592119
Kurtosis	-0.54642813
Mean	348.52402
Median Absolute Deviation (MAD)	0
Skewness	0.81512331
Sum	478872
Variance	192603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	781	53.5%
728	10	0.7%
672	8	0.5%
504	8	0.5%
600	7	0.5%
720	7	0.5%
546	7	0.5%
896	6	0.4%
862	5	0.3%
840	5	0.3%
Other values (391)	530	36.3%
(Missing)	86	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	781	53.5%
110	1	0.1%
167	1	0.1%
192	1	0.1%
208	1	0.1%
213	1	0.1%
220	1	0.1%
224	1	0.1%
240	1	0.1%
252	2	0.1%

Value	Count	Frequency (%)
2065	1	0.1%
1872	1	0.1%
1818	1	0.1%
1796	1	0.1%
1611	1	0.1%
1589	1	0.1%
1540	1	0.1%
1538	1	0.1%
1523	1	0.1%
1519	1	0.1%

BedroomAbvGr
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	0.6%
Missing	99
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.8692138

Minimum	0
Maximum	8
Zeros	6
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8201148
Coefficient of variation (CV)	0.28583258
Kurtosis	2.3183658
Mean	2.8692138
Median Absolute Deviation (MAD)	0
Skewness	0.22954095
Sum	3905
Variance	0.67258828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	749	51.3%
2	333	22.8%
4	199	13.6%
1	46	3.2%
5	20	1.4%
6	7	0.5%
0	6	0.4%
8	1	0.1%
(Missing)	99	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.4%
1	46	3.2%
2	333	22.8%
3	749	51.3%
4	199	13.6%
5	20	1.4%
6	7	0.5%
8	1	0.1%

Value	Count	Frequency (%)
8	1	0.1%
6	7	0.5%
5	20	1.4%
4	199	13.6%
3	749	51.3%
2	333	22.8%
1	46	3.2%
0	6	0.4%

BsmtExposure
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

No	953
Av	221
Gd	134
Mn	114
None	38

Length

Max length	4
Median length	2
Mean length	2.0520548
Min length	2

Characters and Unicode

Total characters	2996
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	Gd
3rd row	Mn
4th row	No
5th row	Av

Common Values

Value	Count	Frequency (%)
No	953	65.3%
Av	221	15.1%
Gd	134	9.2%
Mn	114	7.8%
None	38	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	953	65.3%
av	221	15.1%
gd	134	9.2%
mn	114	7.8%
none	38	2.6%

Most occurring characters

Value	Count	Frequency (%)
N	991	33.1%
o	991	33.1%
A	221	7.4%
v	221	7.4%
n	152	5.1%
G	134	4.5%
d	134	4.5%
M	114	3.8%
e	38	1.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1536	51.3%
Uppercase Letter	1460	48.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	991	64.5%
v	221	14.4%
n	152	9.9%
d	134	8.7%
e	38	2.5%

Uppercase Letter

Value	Count	Frequency (%)
N	991	67.9%
A	221	15.1%
G	134	9.2%
M	114	7.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2996	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	991	33.1%
o	991	33.1%
A	221	7.4%
v	221	7.4%
n	152	5.1%
G	134	4.5%
d	134	4.5%
M	114	3.8%
e	38	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2996	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	991	33.1%
o	991	33.1%
A	221	7.4%
v	221	7.4%
n	152	5.1%
G	134	4.5%
d	134	4.5%
M	114	3.8%
e	38	1.3%

BsmtFinSF1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	637
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	443.63973

Minimum	0
Maximum	5644
Zeros	467
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	383.5
Q3	712.25
95-th percentile	1274
Maximum	5644
Range	5644
Interquartile range (IQR)	712.25

Descriptive statistics

Standard deviation	456.09809
Coefficient of variation (CV)	1.0280822
Kurtosis	11.118236
Mean	443.63973
Median Absolute Deviation (MAD)	383.5
Skewness	1.6855031
Sum	647714
Variance	208025.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	467	32.0%
24	12	0.8%
16	9	0.6%
686	5	0.3%
662	5	0.3%
20	5	0.3%
936	5	0.3%
616	5	0.3%
560	4	0.3%
553	4	0.3%
Other values (627)	939	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	467	32.0%
2	1	0.1%
16	9	0.6%
20	5	0.3%
24	12	0.8%
25	1	0.1%
27	1	0.1%
28	3	0.2%
33	1	0.1%
35	1	0.1%

Value	Count	Frequency (%)
5644	1	0.1%
2260	1	0.1%
2188	1	0.1%
2096	1	0.1%
1904	1	0.1%
1880	1	0.1%
1810	1	0.1%
1767	1	0.1%
1721	1	0.1%
1696	1	0.1%

BsmtFinType1
Categorical

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	0.5%
Missing	114
Missing (%)	7.8%
Memory size	1.9 KiB

Unf	396
GLQ	385
ALQ	202
BLQ	136
Rec	126
Other values (2)	101

Length

Max length	4
Median length	3
Mean length	3.0230312
Min length	3

Characters and Unicode

Total characters	4069
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GLQ
2nd row	ALQ
3rd row	GLQ
4th row	ALQ
5th row	GLQ

Common Values

Value	Count	Frequency (%)
Unf	396	27.1%
GLQ	385	26.4%
ALQ	202	13.8%
BLQ	136	9.3%
Rec	126	8.6%
LwQ	70	4.8%
None	31	2.1%
(Missing)	114	7.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unf	396	29.4%
glq	385	28.6%
alq	202	15.0%
blq	136	10.1%
rec	126	9.4%
lwq	70	5.2%
none	31	2.3%

Most occurring characters

Value	Count	Frequency (%)
L	793	19.5%
Q	793	19.5%
n	427	10.5%
U	396	9.7%
f	396	9.7%
G	385	9.5%
A	202	5.0%
e	157	3.9%
B	136	3.3%
R	126	3.1%
Other values (4)	258	6.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2862	70.3%
Lowercase Letter	1207	29.7%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
L	793	27.7%
Q	793	27.7%
U	396	13.8%
G	385	13.5%
A	202	7.1%
B	136	4.8%
R	126	4.4%
N	31	1.1%

Lowercase Letter

Value	Count	Frequency (%)
n	427	35.4%
f	396	32.8%
e	157	13.0%
c	126	10.4%
w	70	5.8%
o	31	2.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4069	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
L	793	19.5%
Q	793	19.5%
n	427	10.5%
U	396	9.7%
f	396	9.7%
G	385	9.5%
A	202	5.0%
e	157	3.9%
B	136	3.3%
R	126	3.1%
Other values (4)	258	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4069	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
L	793	19.5%
Q	793	19.5%
n	427	10.5%
U	396	9.7%
f	396	9.7%
G	385	9.5%
A	202	5.0%
e	157	3.9%
B	136	3.3%
R	126	3.1%
Other values (4)	258	6.3%

BsmtUnfSF
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	780
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	567.24041

Minimum	0
Maximum	2336
Zeros	118
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	223
median	477.5
Q3	808
95-th percentile	1468
Maximum	2336
Range	2336
Interquartile range (IQR)	585

Descriptive statistics

Standard deviation	441.86696
Coefficient of variation (CV)	0.77897651
Kurtosis	0.47499399
Mean	567.24041
Median Absolute Deviation (MAD)	288
Skewness	0.92026845
Sum	828171
Variance	195246.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	118	8.1%
728	9	0.6%
384	8	0.5%
600	7	0.5%
300	7	0.5%
572	7	0.5%
270	6	0.4%
625	6	0.4%
672	6	0.4%
440	6	0.4%
Other values (770)	1280	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	118	8.1%
14	1	0.1%
15	1	0.1%
23	2	0.1%
26	1	0.1%
29	1	0.1%
30	1	0.1%
32	2	0.1%
35	1	0.1%
36	4	0.3%

Value	Count	Frequency (%)
2336	1	0.1%
2153	1	0.1%
2121	1	0.1%
2046	1	0.1%
2042	1	0.1%
2002	1	0.1%
1969	1	0.1%
1935	1	0.1%
1926	1	0.1%
1907	1	0.1%

EnclosedPorch
Real number (ℝ)

MISSING ZEROS

Distinct	19
Distinct (%)	14.0%
Missing	1324
Missing (%)	90.7%
Infinite	0
Infinite (%)	0.0%
Mean	25.330882

Minimum	0
Maximum	286
Zeros	116
Zeros (%)	7.9%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	218
Maximum	286
Range	286
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	66.684115
Coefficient of variation (CV)	2.6325224
Kurtosis	5.4086006
Mean	25.330882
Median Absolute Deviation (MAD)	0
Skewness	2.5762649
Sum	3445
Variance	4446.7712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	116	7.9%
112	2	0.1%
244	2	0.1%
50	1	0.1%
286	1	0.1%
42	1	0.1%
145	1	0.1%
190	1	0.1%
226	1	0.1%
138	1	0.1%
Other values (9)	9	0.6%
(Missing)	1324	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	116	7.9%
42	1	0.1%
50	1	0.1%
91	1	0.1%
112	2	0.1%
136	1	0.1%
138	1	0.1%
144	1	0.1%
145	1	0.1%
158	1	0.1%

Value	Count	Frequency (%)
286	1	0.1%
268	1	0.1%
244	2	0.1%
234	1	0.1%
226	1	0.1%
224	1	0.1%
216	1	0.1%
190	1	0.1%
185	1	0.1%
158	1	0.1%

GarageArea
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	441
Distinct (%)	30.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	472.98014

Minimum	0
Maximum	1418
Zeros	81
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	334.5
median	480
Q3	576
95-th percentile	850.1
Maximum	1418
Range	1418
Interquartile range (IQR)	241.5

Descriptive statistics

Standard deviation	213.80484
Coefficient of variation (CV)	0.45203768
Kurtosis	0.9170672
Mean	472.98014
Median Absolute Deviation (MAD)	120
Skewness	0.17998091
Sum	690551
Variance	45712.51
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	81	5.5%
440	49	3.4%
576	47	3.2%
240	38	2.6%
484	34	2.3%
528	33	2.3%
288	27	1.8%
400	25	1.7%
264	24	1.6%
480	24	1.6%
Other values (431)	1078	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	81	5.5%
160	2	0.1%
164	1	0.1%
180	9	0.6%
186	1	0.1%
189	1	0.1%
192	1	0.1%
198	1	0.1%
200	4	0.3%
205	3	0.2%

Value	Count	Frequency (%)
1418	1	0.1%
1390	1	0.1%
1356	1	0.1%
1248	1	0.1%
1220	1	0.1%
1166	1	0.1%
1134	1	0.1%
1069	1	0.1%
1053	1	0.1%
1052	2	0.1%

GarageFinish
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	0.3%
Missing	162
Missing (%)	11.1%
Memory size	1.8 KiB

Unf	546
RFn	366
Fin	313
None	73

Length

Max length	4
Median length	3
Mean length	3.0562404
Min length	3

Characters and Unicode

Total characters	3967
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RFn
2nd row	RFn
3rd row	RFn
4th row	Unf
5th row	RFn

Common Values

Value	Count	Frequency (%)
Unf	546	37.4%
RFn	366	25.1%
Fin	313	21.4%
None	73	5.0%
(Missing)	162	11.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unf	546	42.1%
rfn	366	28.2%
fin	313	24.1%
none	73	5.6%

Most occurring characters

Value	Count	Frequency (%)
n	1298	32.7%
F	679	17.1%
U	546	13.8%
f	546	13.8%
R	366	9.2%
i	313	7.9%
N	73	1.8%
o	73	1.8%
e	73	1.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2303	58.1%
Uppercase Letter	1664	41.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	1298	56.4%
f	546	23.7%
i	313	13.6%
o	73	3.2%
e	73	3.2%

Uppercase Letter

Value	Count	Frequency (%)
F	679	40.8%
U	546	32.8%
R	366	22.0%
N	73	4.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3967	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	1298	32.7%
F	679	17.1%
U	546	13.8%
f	546	13.8%
R	366	9.2%
i	313	7.9%
N	73	1.8%
o	73	1.8%
e	73	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3967	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	1298	32.7%
F	679	17.1%
U	546	13.8%
f	546	13.8%
R	366	9.2%
i	313	7.9%
N	73	1.8%
o	73	1.8%
e	73	1.8%

GarageYrBlt
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	97
Distinct (%)	7.0%
Missing	81
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	1978.5062

Minimum	1900
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1900
5-th percentile	1930
Q1	1961
median	1980
Q3	2002
95-th percentile	2007
Maximum	2010
Range	110
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	24.689725
Coefficient of variation (CV)	0.012478973
Kurtosis	-0.418341
Mean	1978.5062
Median Absolute Deviation (MAD)	21
Skewness	-0.64941462
Sum	2728360
Variance	609.58251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2005	65	4.5%
2006	59	4.0%
2004	53	3.6%
2003	50	3.4%
2007	49	3.4%
1977	35	2.4%
1998	31	2.1%
1999	30	2.1%
1976	29	2.0%
2008	29	2.0%
Other values (87)	949	65.0%
(Missing)	81	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1900	1	0.1%
1906	1	0.1%
1908	1	0.1%
1910	3	0.2%
1914	2	0.1%
1915	2	0.1%
1916	5	0.3%
1918	2	0.1%
1920	14	1.0%
1921	3	0.2%

Value	Count	Frequency (%)
2010	3	0.2%
2009	21	1.4%
2008	29	2.0%
2007	49	3.4%
2006	59	4.0%
2005	65	4.5%
2004	53	3.6%
2003	50	3.4%
2002	26	1.8%
2001	20	1.4%

GrLivArea
Real number (ℝ)

HIGH CORRELATION

Distinct	861
Distinct (%)	59.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1515.4637

Minimum	334
Maximum	5642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	334
5-th percentile	848
Q1	1129.5
median	1464
Q3	1776.75
95-th percentile	2466.1
Maximum	5642
Range	5308
Interquartile range (IQR)	647.25

Descriptive statistics

Standard deviation	525.48038
Coefficient of variation (CV)	0.34674561
Kurtosis	4.8951206
Mean	1515.4637
Median Absolute Deviation (MAD)	326
Skewness	1.3665604
Sum	2212577
Variance	276129.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	22	1.5%
1040	14	1.0%
894	11	0.8%
1456	10	0.7%
848	10	0.7%
1200	9	0.6%
912	9	0.6%
816	8	0.5%
1092	8	0.5%
1728	7	0.5%
Other values (851)	1352	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
334	1	0.1%
438	1	0.1%
480	1	0.1%
520	1	0.1%
605	1	0.1%
616	1	0.1%
630	6	0.4%
672	2	0.1%
691	1	0.1%
693	1	0.1%

Value	Count	Frequency (%)
5642	1	0.1%
4676	1	0.1%
4476	1	0.1%
4316	1	0.1%
3627	1	0.1%
3608	1	0.1%
3493	1	0.1%
3447	1	0.1%
3395	1	0.1%
3279	1	0.1%

KitchenQual
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

TA	735
Gd	586
Ex	100
Fa	39

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2920
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gd
2nd row	TA
3rd row	Gd
4th row	Gd
5th row	Gd

Common Values

Value	Count	Frequency (%)
TA	735	50.3%
Gd	586	40.1%
Ex	100	6.8%
Fa	39	2.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	735	50.3%
gd	586	40.1%
ex	100	6.8%
fa	39	2.7%

Most occurring characters

Value	Count	Frequency (%)
T	735	25.2%
A	735	25.2%
G	586	20.1%
d	586	20.1%
E	100	3.4%
x	100	3.4%
F	39	1.3%
a	39	1.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2195	75.2%
Lowercase Letter	725	24.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	735	33.5%
A	735	33.5%
G	586	26.7%
E	100	4.6%
F	39	1.8%

Lowercase Letter

Value	Count	Frequency (%)
d	586	80.8%
x	100	13.8%
a	39	5.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2920	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	735	25.2%
A	735	25.2%
G	586	20.1%
d	586	20.1%
E	100	3.4%
x	100	3.4%
F	39	1.3%
a	39	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2920	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	735	25.2%
A	735	25.2%
G	586	20.1%
d	586	20.1%
E	100	3.4%
x	100	3.4%
F	39	1.3%
a	39	1.3%

LotArea
Real number (ℝ)

HIGH CORRELATION

Distinct	1073
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10516.828

Minimum	1300
Maximum	215245
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1300
5-th percentile	3311.7
Q1	7553.5
median	9478.5
Q3	11601.5
95-th percentile	17401.15
Maximum	215245
Range	213945
Interquartile range (IQR)	4048

Descriptive statistics

Standard deviation	9981.2649
Coefficient of variation (CV)	0.9490756
Kurtosis	203.24327
Mean	10516.828
Median Absolute Deviation (MAD)	1998
Skewness	12.207688
Sum	15354569
Variance	99625650
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7200	25	1.7%
9600	24	1.6%
6000	17	1.2%
9000	14	1.0%
8400	14	1.0%
10800	14	1.0%
1680	10	0.7%
7500	9	0.6%
9100	8	0.5%
8125	8	0.5%
Other values (1063)	1317	90.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1300	1	0.1%
1477	1	0.1%
1491	1	0.1%
1526	1	0.1%
1533	2	0.1%
1596	1	0.1%
1680	10	0.7%
1869	1	0.1%
1890	2	0.1%
1920	1	0.1%

Value	Count	Frequency (%)
215245	1	0.1%
164660	1	0.1%
159000	1	0.1%
115149	1	0.1%
70761	1	0.1%
63887	1	0.1%
57200	1	0.1%
53504	1	0.1%
53227	1	0.1%
53107	1	0.1%

LotFrontage
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	110
Distinct (%)	9.2%
Missing	259
Missing (%)	17.7%
Infinite	0
Infinite (%)	0.0%
Mean	70.049958

Minimum	21
Maximum	313
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	21
5-th percentile	34
Q1	59
median	69
Q3	80
95-th percentile	107
Maximum	313
Range	292
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	24.284752
Coefficient of variation (CV)	0.3466776
Kurtosis	17.452867
Mean	70.049958
Median Absolute Deviation (MAD)	11
Skewness	2.1635691
Sum	84130
Variance	589.74917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	143	9.8%
70	70	4.8%
80	69	4.7%
50	57	3.9%
75	53	3.6%
65	44	3.0%
85	40	2.7%
78	25	1.7%
90	23	1.6%
21	23	1.6%
Other values (100)	654	44.8%
(Missing)	259	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	23	1.6%
24	19	1.3%
30	6	0.4%
32	5	0.3%
33	1	0.1%
34	10	0.7%
35	9	0.6%
36	6	0.4%
37	5	0.3%
38	1	0.1%

Value	Count	Frequency (%)
313	2	0.1%
182	1	0.1%
174	2	0.1%
168	1	0.1%
160	1	0.1%
153	1	0.1%
152	1	0.1%
150	1	0.1%
149	1	0.1%
144	1	0.1%

MasVnrArea
Real number (ℝ)

ZEROS

Distinct	327
Distinct (%)	22.5%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	103.68526

Minimum	0
Maximum	1600
Zeros	861
Zeros (%)	59.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	166
95-th percentile	456
Maximum	1600
Range	1600
Interquartile range (IQR)	166

Descriptive statistics

Standard deviation	181.06621
Coefficient of variation (CV)	1.7463061
Kurtosis	10.082417
Mean	103.68526
Median Absolute Deviation (MAD)	0
Skewness	2.6690842
Sum	150551
Variance	32784.971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	861	59.0%
72	8	0.5%
108	8	0.5%
180	8	0.5%
120	7	0.5%
16	7	0.5%
340	6	0.4%
106	6	0.4%
80	6	0.4%
200	6	0.4%
Other values (317)	529	36.2%
(Missing)	8	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	861	59.0%
1	2	0.1%
11	1	0.1%
14	1	0.1%
16	7	0.5%
18	2	0.1%
22	1	0.1%
24	1	0.1%
27	1	0.1%
28	1	0.1%

Value	Count	Frequency (%)
1600	1	0.1%
1378	1	0.1%
1170	1	0.1%
1129	1	0.1%
1115	1	0.1%
1047	1	0.1%
1031	1	0.1%
975	1	0.1%
922	1	0.1%
921	1	0.1%

OpenPorchSF
Real number (ℝ)

ZEROS

Distinct	202
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.660274

Minimum	0
Maximum	547
Zeros	656
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	25
Q3	68
95-th percentile	175.05
Maximum	547
Range	547
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	66.256028
Coefficient of variation (CV)	1.4199665
Kurtosis	8.4903358
Mean	46.660274
Median Absolute Deviation (MAD)	25
Skewness	2.3643417
Sum	68124
Variance	4389.8612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	656	44.9%
36	29	2.0%
48	22	1.5%
20	21	1.4%
40	19	1.3%
45	19	1.3%
24	16	1.1%
30	16	1.1%
60	15	1.0%
39	14	1.0%
Other values (192)	633	43.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	656	44.9%
4	1	0.1%
8	1	0.1%
10	1	0.1%
11	1	0.1%
12	3	0.2%
15	1	0.1%
16	8	0.5%
17	2	0.1%
18	5	0.3%

Value	Count	Frequency (%)
547	1	0.1%
523	1	0.1%
502	1	0.1%
418	1	0.1%
406	1	0.1%
364	1	0.1%
341	1	0.1%
319	1	0.1%
312	2	0.1%
304	1	0.1%

OverallCond
Categorical

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

5	821
6	252
7	205
8	72
4	57
Other values (4)	53

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	5
2nd row	8
3rd row	5
4th row	5
5th row	5

Common Values

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1460	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1460	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1460	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

OverallQual
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

5	397
6	374
7	319
8	168
4	116
Other values (5)	86

Length

Max length	2
Median length	1
Mean length	1.0123288
Min length	1

Characters and Unicode

Total characters	1478
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	7
2nd row	6
3rd row	7
4th row	7
5th row	8

Common Values

Value	Count	Frequency (%)
5	397	27.2%
6	374	25.6%
7	319	21.8%
8	168	11.5%
4	116	7.9%
9	43	2.9%
3	20	1.4%
10	18	1.2%
2	3	0.2%
1	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	397	27.2%
6	374	25.6%
7	319	21.8%
8	168	11.5%
4	116	7.9%
9	43	2.9%
3	20	1.4%
10	18	1.2%
2	3	0.2%
1	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
5	397	26.9%
6	374	25.3%
7	319	21.6%
8	168	11.4%
4	116	7.8%
9	43	2.9%
3	20	1.4%
1	20	1.4%
0	18	1.2%
2	3	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1478	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	397	26.9%
6	374	25.3%
7	319	21.6%
8	168	11.4%
4	116	7.8%
9	43	2.9%
3	20	1.4%
1	20	1.4%
0	18	1.2%
2	3	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	1478	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	397	26.9%
6	374	25.3%
7	319	21.6%
8	168	11.4%
4	116	7.8%
9	43	2.9%
3	20	1.4%
1	20	1.4%
0	18	1.2%
2	3	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1478	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	397	26.9%
6	374	25.3%
7	319	21.6%
8	168	11.4%
4	116	7.8%
9	43	2.9%
3	20	1.4%
1	20	1.4%
0	18	1.2%
2	3	0.2%

TotalBsmtSF
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	721
Distinct (%)	49.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1057.4295

Minimum	0
Maximum	6110
Zeros	37
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	519.3
Q1	795.75
median	991.5
Q3	1298.25
95-th percentile	1753
Maximum	6110
Range	6110
Interquartile range (IQR)	502.5

Descriptive statistics

Standard deviation	438.70532
Coefficient of variation (CV)	0.41487905
Kurtosis	13.250483
Mean	1057.4295
Median Absolute Deviation (MAD)	234.5
Skewness	1.5242545
Sum	1543847
Variance	192462.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	2.5%
864	35	2.4%
672	17	1.2%
912	15	1.0%
1040	14	1.0%
816	13	0.9%
768	12	0.8%
728	12	0.8%
894	11	0.8%
780	11	0.8%
Other values (711)	1283	87.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	2.5%
105	1	0.1%
190	1	0.1%
264	3	0.2%
270	1	0.1%
290	1	0.1%
319	1	0.1%
360	1	0.1%
372	1	0.1%
384	7	0.5%

Value	Count	Frequency (%)
6110	1	0.1%
3206	1	0.1%
3200	1	0.1%
3138	1	0.1%
3094	1	0.1%
2633	1	0.1%
2524	1	0.1%
2444	1	0.1%
2396	1	0.1%
2392	1	0.1%

WoodDeckSF
Real number (ℝ)

MISSING ZEROS

Distinct	58
Distinct (%)	37.4%
Missing	1305
Missing (%)	89.4%
Infinite	0
Infinite (%)	0.0%
Mean	103.74194

Minimum	0
Maximum	736
Zeros	78
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	182.5
95-th percentile	355.3
Maximum	736
Range	736
Interquartile range (IQR)	182.5

Descriptive statistics

Standard deviation	135.54315
Coefficient of variation (CV)	1.3065416
Kurtosis	2.7810699
Mean	103.74194
Median Absolute Deviation (MAD)	0
Skewness	1.5114787
Sum	16080
Variance	18371.946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	5.3%
192	5	0.3%
120	4	0.3%
100	4	0.3%
144	3	0.2%
216	2	0.1%
196	2	0.1%
300	2	0.1%
240	2	0.1%
160	2	0.1%
Other values (48)	51	3.5%
(Missing)	1305	89.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	5.3%
24	1	0.1%
33	1	0.1%
36	1	0.1%
44	1	0.1%
78	1	0.1%
84	1	0.1%
100	4	0.3%
104	1	0.1%
105	1	0.1%

Value	Count	Frequency (%)
736	1	0.1%
550	1	0.1%
466	1	0.1%
431	1	0.1%
416	1	0.1%
382	1	0.1%
364	1	0.1%
356	1	0.1%
355	1	0.1%
351	1	0.1%

YearBuilt
Categorical

HIGH CARDINALITY

Distinct	112
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Memory size	6.5 KiB

2006	67
2005	64
2004	54
2007	49
2003	45
Other values (107)	1181

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	5840
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	12 ?
Unique (%)	0.8%

Sample

1st row	2003
2nd row	1976
3rd row	2001
4th row	1915
5th row	2000

Common Values

Value	Count	Frequency (%)
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2007	49	3.4%
2003	45	3.1%
1976	33	2.3%
1977	32	2.2%
1920	30	2.1%
1959	26	1.8%
1998	25	1.7%
Other values (102)	1035	70.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2007	49	3.4%
2003	45	3.1%
1976	33	2.3%
1977	32	2.2%
1920	30	2.1%
1959	26	1.8%
1998	25	1.7%
Other values (102)	1035	70.9%

Most occurring characters

Value	Count	Frequency (%)
9	1348	23.1%
1	1231	21.1%
0	988	16.9%
2	595	10.2%
6	361	6.2%
5	344	5.9%
7	338	5.8%
8	239	4.1%
4	228	3.9%
3	168	2.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5840	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
9	1348	23.1%
1	1231	21.1%
0	988	16.9%
2	595	10.2%
6	361	6.2%
5	344	5.9%
7	338	5.8%
8	239	4.1%
4	228	3.9%
3	168	2.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	5840	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
9	1348	23.1%
1	1231	21.1%
0	988	16.9%
2	595	10.2%
6	361	6.2%
5	344	5.9%
7	338	5.8%
8	239	4.1%
4	228	3.9%
3	168	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5840	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
9	1348	23.1%
1	1231	21.1%
0	988	16.9%
2	595	10.2%
6	361	6.2%
5	344	5.9%
7	338	5.8%
8	239	4.1%
4	228	3.9%
3	168	2.9%

YearRemodAdd
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	61
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

1950	178
2006	97
2007	76
2005	73
2004	62
Other values (56)	974

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	5840
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2003
2nd row	1976
3rd row	2002
4th row	1970
5th row	2000

Common Values

Value	Count	Frequency (%)
1950	178	12.2%
2006	97	6.6%
2007	76	5.2%
2005	73	5.0%
2004	62	4.2%
2000	55	3.8%
2003	51	3.5%
2002	48	3.3%
2008	40	2.7%
1996	36	2.5%
Other values (51)	744	51.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1950	178	12.2%
2006	97	6.6%
2007	76	5.2%
2005	73	5.0%
2004	62	4.2%
2000	55	3.8%
2003	51	3.5%
2002	48	3.3%
2008	40	2.7%
1996	36	2.5%
Other values (51)	744	51.0%

Most occurring characters

Value	Count	Frequency (%)
0	1402	24.0%
9	1259	21.6%
1	987	16.9%
2	663	11.4%
5	423	7.2%
7	330	5.7%
6	328	5.6%
8	216	3.7%
4	123	2.1%
3	109	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5840	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1402	24.0%
9	1259	21.6%
1	987	16.9%
2	663	11.4%
5	423	7.2%
7	330	5.7%
6	328	5.6%
8	216	3.7%
4	123	2.1%
3	109	1.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	5840	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1402	24.0%
9	1259	21.6%
1	987	16.9%
2	663	11.4%
5	423	7.2%
7	330	5.7%
6	328	5.6%
8	216	3.7%
4	123	2.1%
3	109	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5840	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1402	24.0%
9	1259	21.6%
1	987	16.9%
2	663	11.4%
5	423	7.2%
7	330	5.7%
6	328	5.6%
8	216	3.7%
4	123	2.1%
3	109	1.9%

SalePrice
Real number (ℝ)

HIGH CORRELATION

Distinct	663
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180921.2

Minimum	34900
Maximum	755000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	34900
5-th percentile	88000
Q1	129975
median	163000
Q3	214000
95-th percentile	326100
Maximum	755000
Range	720100
Interquartile range (IQR)	84025

Descriptive statistics

Standard deviation	79442.503
Coefficient of variation (CV)	0.43910003
Kurtosis	6.5362819
Mean	180921.2
Median Absolute Deviation (MAD)	38000
Skewness	1.8828758
Sum	2.6414495 × 10⁸
Variance	6.3111113 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140000	20	1.4%
135000	17	1.2%
155000	14	1.0%
145000	14	1.0%
190000	13	0.9%
110000	13	0.9%
115000	12	0.8%
160000	12	0.8%
130000	11	0.8%
139000	11	0.8%
Other values (653)	1323	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34900	1	0.1%
35311	1	0.1%
37900	1	0.1%
39300	1	0.1%
40000	1	0.1%
52000	1	0.1%
52500	1	0.1%
55000	2	0.1%
55993	1	0.1%
58500	1	0.1%

Value	Count	Frequency (%)
755000	1	0.1%
745000	1	0.1%
625000	1	0.1%
611657	1	0.1%
582933	1	0.1%
556581	1	0.1%
555000	1	0.1%
538000	1	0.1%
501837	1	0.1%
485000	1	0.1%

Auto

Heatmap
Table

	1stFlrSF	2ndFlrSF	BedroomAbvGr	BsmtFinSF1	BsmtUnfSF	EnclosedPorch	GarageArea	GarageYrBlt	GrLivArea	LotArea	LotFrontage	MasVnrArea	OpenPorchSF	TotalBsmtSF	WoodDeckSF	SalePrice	BsmtExposure	BsmtFinType1	GarageFinish	KitchenQual	OverallCond	OverallQual	YearRemodAdd
1stFlrSF	1.000	-0.272	0.145	0.323	0.224	-0.109	0.490	0.230	0.494	0.444	0.428	0.352	0.235	0.829	0.179	0.575	0.148	0.092	0.195	0.251	0.063	0.244	0.149
2ndFlrSF	-0.272	1.000	0.504	-0.186	0.060	0.097	0.099	0.072	0.647	0.128	0.056	0.062	0.230	-0.279	-0.072	0.299	0.131	0.124	0.176	0.179	0.120	0.216	0.107
BedroomAbvGr	0.145	0.504	1.000	-0.075	0.143	0.150	0.106	-0.047	0.542	0.322	0.322	0.127	0.101	0.058	-0.000	0.230	0.095	0.107	0.133	0.136	0.074	0.131	0.108
BsmtFinSF1	0.323	-0.186	-0.075	1.000	-0.574	-0.091	0.244	0.079	0.057	0.172	0.154	0.242	0.081	0.410	0.239	0.302	0.209	0.274	0.165	0.209	0.034	0.233	0.116
BsmtUnfSF	0.224	0.060	0.143	-0.574	1.000	-0.109	0.109	0.192	0.253	0.078	0.119	0.076	0.156	0.329	-0.119	0.185	0.168	0.284	0.124	0.193	0.069	0.157	0.099
EnclosedPorch	-0.109	0.097	0.150	-0.091	-0.109	1.000	-0.092	-0.307	-0.001	-0.004	-0.008	-0.195	-0.187	-0.239	-0.243	-0.215	0.195	0.121	0.205	0.144	0.134	0.154	0.257
GarageArea	0.490	0.099	0.106	0.244	0.109	-0.092	1.000	0.592	0.468	0.367	0.378	0.365	0.338	0.487	0.127	0.649	0.158	0.149	0.623	0.334	0.128	0.253	0.161
GarageYrBlt	0.230	0.072	-0.047	0.079	0.192	-0.307	0.592	1.000	0.281	0.042	0.116	0.306	0.394	0.338	0.308	0.594	0.149	0.290	0.401	0.393	0.236	0.247	0.511
GrLivArea	0.494	0.647	0.542	0.057	0.253	-0.001	0.468	0.281	1.000	0.449	0.376	0.323	0.398	0.371	0.053	0.731	0.101	0.098	0.241	0.266	0.093	0.279	0.118
LotArea	0.444	0.128	0.322	0.172	0.078	-0.004	0.367	0.042	0.449	1.000	0.650	0.178	0.177	0.366	0.024	0.456	0.122	0.000	0.043	0.000	0.000	0.020	0.099
LotFrontage	0.428	0.056	0.322	0.154	0.119	-0.008	0.378	0.116	0.376	0.650	1.000	0.259	0.178	0.386	0.102	0.409	0.109	0.048	0.130	0.107	0.034	0.138	0.082
MasVnrArea	0.352	0.062	0.127	0.242	0.076	-0.195	0.365	0.306	0.323	0.178	0.259	1.000	0.209	0.360	0.199	0.421	0.080	0.089	0.160	0.189	0.039	0.191	0.000
OpenPorchSF	0.235	0.230	0.101	0.081	0.156	-0.187	0.338	0.394	0.398	0.177	0.178	0.209	1.000	0.270	0.047	0.478	0.033	0.070	0.150	0.159	0.051	0.135	0.092
TotalBsmtSF	0.829	-0.279	0.058	0.410	0.329	-0.239	0.487	0.338	0.371	0.366	0.386	0.360	0.270	1.000	0.233	0.603	0.308	0.238	0.232	0.296	0.106	0.296	0.174
WoodDeckSF	0.179	-0.072	-0.000	0.239	-0.119	-0.243	0.127	0.308	0.053	0.024	0.102	0.199	0.047	0.233	1.000	0.252	0.066	0.075	0.000	0.183	0.096	0.162	0.130
SalePrice	0.575	0.299	0.230	0.302	0.185	-0.215	0.649	0.594	0.731	0.456	0.409	0.421	0.478	0.603	0.252	1.000	0.213	0.209	0.382	0.462	0.160	0.386	0.210
BsmtExposure	0.148	0.131	0.095	0.209	0.168	0.195	0.158	0.149	0.101	0.122	0.109	0.080	0.033	0.308	0.066	0.213	1.000	0.520	0.155	0.151	0.103	0.211	0.171
BsmtFinType1	0.092	0.124	0.107	0.274	0.284	0.121	0.149	0.290	0.098	0.000	0.048	0.089	0.070	0.238	0.075	0.209	0.520	1.000	0.228	0.289	0.169	0.239	0.274
GarageFinish	0.195	0.176	0.133	0.165	0.124	0.205	0.623	0.401	0.241	0.043	0.130	0.160	0.150	0.232	0.000	0.382	0.155	0.228	1.000	0.317	0.227	0.367	0.286
KitchenQual	0.251	0.179	0.136	0.209	0.193	0.144	0.334	0.393	0.266	0.000	0.107	0.189	0.159	0.296	0.183	0.462	0.151	0.289	0.317	1.000	0.247	0.540	0.433
OverallCond	0.063	0.120	0.074	0.034	0.069	0.134	0.128	0.236	0.093	0.000	0.034	0.039	0.051	0.106	0.096	0.160	0.103	0.169	0.227	0.247	1.000	0.328	0.162
OverallQual	0.244	0.216	0.131	0.233	0.157	0.154	0.253	0.247	0.279	0.020	0.138	0.191	0.135	0.296	0.162	0.386	0.211	0.239	0.367	0.540	0.328	1.000	0.213
YearRemodAdd	0.149	0.107	0.108	0.116	0.099	0.257	0.161	0.511	0.118	0.099	0.082	0.000	0.092	0.174	0.130	0.210	0.171	0.274	0.286	0.433	0.162	0.213	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	1stFlrSF	2ndFlrSF	BedroomAbvGr	BsmtExposure	BsmtFinSF1	BsmtFinType1	BsmtUnfSF	EnclosedPorch	GarageArea	GarageFinish	GarageYrBlt	GrLivArea	KitchenQual	LotArea	LotFrontage	MasVnrArea	OpenPorchSF	OverallCond	OverallQual	TotalBsmtSF	WoodDeckSF	YearBuilt	YearRemodAdd	SalePrice
0	856	854.0	3.0	No	706	GLQ	150	0.0	548	RFn	2003.0	1710	Gd	8450	65.0	196.0	61	5	7	856	0.0	2003	2003	208500
1	1262	0.0	3.0	Gd	978	ALQ	284	NaN	460	RFn	1976.0	1262	TA	9600	80.0	0.0	0	8	6	1262	NaN	1976	1976	181500
2	920	866.0	3.0	Mn	486	GLQ	434	0.0	608	RFn	2001.0	1786	Gd	11250	68.0	162.0	42	5	7	920	NaN	2001	2002	223500
3	961	NaN	NaN	No	216	ALQ	540	NaN	642	Unf	1998.0	1717	Gd	9550	60.0	0.0	35	5	7	756	NaN	1915	1970	140000
4	1145	NaN	4.0	Av	655	GLQ	490	0.0	836	RFn	2000.0	2198	Gd	14260	84.0	350.0	84	5	8	1145	NaN	2000	2000	250000
5	796	566.0	1.0	No	732	GLQ	64	NaN	480	Unf	1993.0	1362	TA	14115	85.0	0.0	30	5	5	796	NaN	1993	1995	143000
6	1694	0.0	3.0	Av	1369	GLQ	317	NaN	636	RFn	2004.0	1694	Gd	10084	75.0	186.0	57	5	8	1686	NaN	2004	2005	307000
7	1107	983.0	3.0	Mn	859	ALQ	216	NaN	484	NaN	1973.0	2090	TA	10382	NaN	240.0	204	6	7	1107	NaN	1973	1973	200000
8	1022	752.0	2.0	No	0	Unf	952	NaN	468	Unf	1931.0	1774	TA	6120	51.0	0.0	0	5	7	952	NaN	1931	1950	129900
9	1077	0.0	2.0	No	851	GLQ	140	NaN	205	RFn	1939.0	1077	TA	7420	50.0	0.0	4	6	5	991	NaN	1939	1950	118000

	1stFlrSF	2ndFlrSF	BedroomAbvGr	BsmtExposure	BsmtFinSF1	BsmtFinType1	BsmtUnfSF	EnclosedPorch	GarageArea	GarageFinish	GarageYrBlt	GrLivArea	KitchenQual	LotArea	LotFrontage	MasVnrArea	OpenPorchSF	OverallCond	OverallQual	TotalBsmtSF	WoodDeckSF	YearBuilt	YearRemodAdd	SalePrice
1450	896	896.0	4.0	No	0	Unf	896	NaN	0	None	NaN	1792	TA	9000	60.0	0.0	45	5	5	896	NaN	1974	1974	136000
1451	1578	0.0	3.0	No	0	Unf	1573	NaN	840	NaN	2008.0	1578	Ex	9262	78.0	194.0	36	5	8	1573	NaN	2008	2009	287090
1452	1072	0.0	2.0	Gd	547	GLQ	0	NaN	525	Fin	2005.0	1072	TA	3675	35.0	80.0	28	5	5	547	NaN	2005	2005	145000
1453	1140	0.0	3.0	No	0	Unf	1140	0.0	0	None	NaN	1140	TA	17217	90.0	0.0	56	5	5	1140	NaN	2006	2006	84500
1454	1221	0.0	2.0	No	410	GLQ	811	0.0	400	RFn	2004.0	1221	Gd	7500	62.0	0.0	113	5	7	1221	NaN	2004	2005	185000
1455	953	694.0	3.0	No	0	Unf	953	NaN	460	RFn	1999.0	1647	TA	7917	62.0	0.0	40	5	6	953	0.0	1999	2000	175000
1456	2073	0.0	NaN	No	790	ALQ	589	NaN	500	Unf	1978.0	2073	TA	13175	85.0	119.0	0	6	6	1542	NaN	1978	1988	210000
1457	1188	1152.0	4.0	No	275	GLQ	877	NaN	252	RFn	1941.0	2340	Gd	9042	66.0	0.0	60	9	7	1152	NaN	1941	2006	266500
1458	1078	0.0	2.0	Mn	49	NaN	0	112.0	240	Unf	1950.0	1078	Gd	9717	68.0	0.0	0	6	5	1078	NaN	1950	1996	142125
1459	1256	0.0	3.0	No	830	BLQ	136	0.0	276	Fin	1965.0	1256	TA	9937	75.0	0.0	68	6	5	1256	736.0	1965	1965	147500

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script